diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -28,6 +28,18 @@ Start the web user interface
flask run --host=0.0.0.0
```
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+ Agent selection screen. Users can customize the ego and partner agents.
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+ Training screen. Users can view basic information, or spawn a Tensorboard tab for full monitoring.
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## Command Line Invocation
diff --git a/images/agent_selection_screen.png b/images/agent_selection_screen.png
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diff --git a/images/training_screen.png b/images/training_screen.png
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